Guojun Xiong

Orcid: 0000-0002-5943-8109

According to our database1, Guojun Xiong authored at least 37 papers between 2017 and 2025.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2025
MultiFinBen: A Multilingual, Multimodal, and Difficulty-Aware Benchmark for Financial LLM Evaluation.
CoRR, June, 2025

Composite Flow Matching for Reinforcement Learning with Shifted-Dynamics Data.
CoRR, May, 2025

Multi-Agent Reinforcement Learning for Decentralized Reservoir Management via Murmuration Intelligence.
CoRR, April, 2025

Rule-Bottleneck Reinforcement Learning: Joint Explanation and Decision Optimization for Resource Allocation with Language Agents.
CoRR, February, 2025

Finite-Horizon Single-Pull Restless Bandits: An Efficient Index Policy For Scarce Resource Allocation.
Proceedings of the 24th International Conference on Autonomous Agents and Multiagent Systems, 2025

On the Linear Speedup of Personalized Federated Reinforcement Learning with Shared Representations.
Proceedings of the Thirteenth International Conference on Learning Representations, 2025

DOPL: Direct Online Preference Learning for Restless Bandits with Preference Feedback.
Proceedings of the Thirteenth International Conference on Learning Representations, 2025

FLAG-TRADER: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading.
Proceedings of the Findings of the Association for Computational Linguistics, 2025

Optimizing Vital Sign Monitoring in Resource-Constrained Maternal Care: An RL-Based Restless Bandit Approach.
Proceedings of the AAAI-25, Sponsored by the Association for the Advancement of Artificial Intelligence, February 25, 2025

Decentralized Federated Learning with Model Caching on Mobile Agents.
Proceedings of the AAAI-25, Sponsored by the Association for the Advancement of Artificial Intelligence, February 25, 2025

2024
Structured Reinforcement Learning for Delay-Optimal Data Transmission in Dense mmWave Networks.
IEEE Trans. Wirel. Commun., October, 2024

Whittle Index-Based Q-Learning for Wireless Edge Caching With Linear Function Approximation.
IEEE/ACM Trans. Netw., October, 2024

INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent.
CoRR, 2024

Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications.
CoRR, 2024

FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making.
CoRR, 2024

Provably Efficient Reinforcement Learning for Adversarial Restless Multi-Armed Bandits with Unknown Transitions and Bandit Feedback.
CoRR, 2024

The FinBen: An Holistic Financial Benchmark for Large Language Models.
CoRR, 2024

FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making.
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024

FinBen: A Holistic Financial Benchmark for Large Language Models.
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024

Straggler-Resilient Decentralized Learning via Adaptive Asynchronous Updates.
Proceedings of the Twenty-fifth International Symposium on Theory, 2024

Provably Efficient Reinforcement Learning for Adversarial Restless Multi-Armed Bandits with Unknown Transitions and Bandit Feedback.
Proceedings of the Forty-first International Conference on Machine Learning, 2024

DePRL: Achieving Linear Convergence Speedup in Personalized Decentralized Learning with Shared Representations.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

Online Restless Multi-Armed Bandits with Long-Term Fairness Constraints.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023
Reinforcement Learning for Dynamic Dimensioning of Cloud Caches: A Restless Bandit Approach.
IEEE/ACM Trans. Netw., October, 2023

Finite-Time Analysis of Whittle Index based Q-Learning for Restless Multi-Armed Bandits with Neural Network Function Approximation.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Simulation Analysis of Electromagnetic Vibration of Shunt Reactor Based on AC and DC.
Proceedings of the 13th IEEE International Conference on Consumer Electronics - Berlin, 2023

Decentralized Stochastic Multi-Player Multi-Armed Walking Bandits.
Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022
Model-free Reinforcement Learning for Content Caching at the Wireless Edge via Restless Bandits.
CoRR, 2022

Learning Infinite-Horizon Average-Reward Restless Multi-Action Bandits via Index Awareness.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Index-aware reinforcement learning for adaptive video streaming at the wireless edge.
Proceedings of the MobiHoc '22: The Twenty-third International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing, Seoul, Republic of Korea, October 17, 2022

Reinforcement Learning Augmented Asymptotically Optimal Index Policy for Finite-Horizon Restless Bandits.
Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021
Optimality Conditions of Performance-Guaranteed Power Minimization in MIMO Networks: A Distributed Algorithm and Its Feasibility.
IEEE Trans. Signal Process., 2021

Reinforcement Learning for Finite-Horizon Restless Multi-Armed Multi-Action Bandits.
CoRR, 2021

Straggler-Resilient Distributed Machine Learning with Dynamic Backup Workers.
CoRR, 2021

Learning Augmented Index Policy for Optimal Service Placement at the Network Edge.
CoRR, 2021

2019
Leveraging subspace information for low-rank matrix reconstruction.
Signal Process., 2019

2017
Distributed Filter Design and Power Allocation for Small-Cell MIMO Networks.
Proceedings of the 86th IEEE Vehicular Technology Conference, 2017


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